{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(4, 2), facecolor='lightskyblue',\n",
    "                 layout='constrained')\n",
    "fig.suptitle('A nice Matplotlib Figure')\n",
    "ax = fig.add_subplot()\n",
    "t=ax.set_title('Axes', loc='left', fontstyle='oblique', fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.0, 1.0, 'Axes')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(4, 3), layout='constrained')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: >, <Axes: >],\n",
       "       [<Axes: >, <Axes: >]], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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9i/pGATsbGeIj/bEwegDcnXnE2VHV1dVobGzUOSjm9tPJzSIjI7Fz507MmDEDN2/eRENDAx566CH885//bPV1OICGLJFeYfPRRx+1+fj27dtbLBs3bhy+//57vYoiaTQ1CexRlOPNL07it9pbQ8vHDuyJV6YGo7+nq4mrsx66BsW0NrCisLAQCxcuxCuvvIKJEyeioqICy5YtQ0JCAlJTU3Wuk5SUhMTERM19lUoFX19fw20AkQR4bbROQlF6Gav2FeKHsisAAH+PLvjL1EF4IMiTI8wMpEePHrC1tdU5KOb2o51mKSkpGD16NJYtWwYAuPfee+Hi4oKoqCisXr1a5/ehjo6OcHTkvEBkWRg2Vq5KdRNvflGM9O8vAABcHGyxIHoAnhrtD0c7jjAzJAcHB4SGhiI7OxvTpk3TLM/OzsbDDz+sc53r16/Dzk67GzZfAqr5ZwJE1oBhY6XUDY3YevQc3vuyBNfqGgEAj4X2xosTA+Hp5mTi6qxXYmIiZs6cibCwMERERGDz5s0oLS1FQkICgFunwMrLy5GWlgYAiIuLwzPPPIONGzdqTqMtWrQII0eOhI+Pjyk3hcigGDZWRgiB/xZVYXVmIc7VXAcADPPthlUPhWCYbzfTFtcJzJgxAzU1NXjttddQUVGBwYMHIysrq9VBNLNnz0ZtbS3ee+89LFmyBN26dcMDDzyAN99801SbQCQJmbCAY3WVSgV3d3colUr+wLMNp6tqkbyvEEdKqgEAPV0dsXxSEKYN7wUbG34v83vWtE9Z07aQeZBin+KRjRVQ3qjHPw6WIO34OTQ0CTjY2mBuVADmj++Prpwtk4jMAP8nsmCNTQK7vyvDmgPFuHStDgDwYLAXXp4SDP8eLiaujojofxg2Furbs5eQvO8ETvx669fj/T274pWpgzB2YE8TV0ZE1BLDxsL8euUGUv5zEvt++BUA4Opkh8UPDsTMCD/Yc7ZMIjJTDBsLcbO+Ee/nnsHG3NO4Wd8EmQz448g+WDJhIDy68gd+RGTeGDZmTgiB//xcib9mFqH8yg0AwEj/7nj1oUEI8XE3cXVERO3DsDFjRRUqJO87ga/P3Jot08fdCUmTgzH1Xk5iRkSWhWFjhi5fq8Pb2cX41zelaBKAo50N5o3rh2fH9YOzAy8xQ0SWh2FjRhoam7Dj6/N492AJlDfqAQBThsiRNDkIve/pYuLqiIg6jmFjJr46XY3kfSdw6uJVAECQtytejQtBRL/Wp88mIrIUDBsTK7t0HaszC7H/xEUAwD1d7LEkJhB/GOELOw5lJiIrwbAxkWvqBmzIOY0tR86irqEJtjYyzAz3w6IHB6BbFwdTl0dEZFAMGyMTQuDfBb8i5T9FuKi6NVvm6P4eeGVqCAK9OVsmEVknho0R/XjhCpL3FSL//GUAgG93Z7w8ZRBiBnlxKDMRWTWGjRH8VqvG3/efxCf5FyAE0MXBFvPH98fcMQFwsudQZiKyfgwbCdU1NOGDY+ew7r8lqFU3AACmDe+FlyYFwduds2USUeeh13CnlJQUjBgxAq6urvD09MQjjzyC4uLiNtfJycmBTCZrcTt58uRdFW7uDp2swqS1h/HXrCLUqhtwb293pD8bgXdnDGPQEFGno9eRTW5uLubPn48RI0agoaEBK1euRExMDAoLC+Hi0vb8KcXFxVozvvXsaZ2Xwj/z21W8/nkhDhX/BgDo0dUBL04MwmOhvTlbJhF1WnqFzRdffKF1f9u2bfD09ER+fj7Gjh3b5rqenp7o1q2b3gVaitqb9fjnl6ex7auzqG8UsLeV4anRAXj+gf5wc7I3dXlERCZ1V9/ZKJVKAED37t3v2Hb48OG4efMmBg0ahJdffhnjx49vta1arYZardbcV6lUd1OmpJqaBD7Nv4C39p9E9dVbs2WOD+yJv0wdhL49u5q4OiIi89DhsBFCIDExEWPGjMHgwYNbbSeXy7F582aEhoZCrVbjww8/RHR0NHJyclo9GkpJSUFycnJHSzOa/POXkbzvBH68cCt0+/ZwwV+mDsL4IE8TV0ZEZF5kQgjRkRXnz5+PzMxMHD16FL1799Zr3bi4OMhkMuzdu1fn47qObHx9faFUKrW+9zGVi6qbeOM/J5GhKAcAdHW0wwvRAxAf6Q8HO15ixhKoVCq4u7ubzT51N6xpW8g8SLFPdejIZsGCBdi7dy8OHz6sd9AAQHh4OHbs2NHq446OjnB0NL/ZJ2/WNyL16FmsP3Qa1+saIZMBj4f2xrKJQejpan71EhGZC73CRgiBBQsWICMjAzk5OQgICOjQiyoUCsjl8g6tawpCCBwovIi/Zhah9NJ1AMB9fbph1UMhuLd3N9MWR0RkAfQKm/nz5+Nf//oX/v3vf8PV1RWVlZUAAHd3dzg7OwMAkpKSUF5ejrS0NADA2rVr4e/vj5CQENTV1WHHjh1IT09Henq6gTdFGiUXa5G8rxBHT1cDALzcHJEUG4yHh/nwEjNERO2kV9hs3LgRAHD//fdrLd+2bRtmz54NAKioqEBpaanmsbq6OixduhTl5eVwdnZGSEgIMjMzMXny5LurXGLK6/V49+ApfPj1eTQ2CTjY2eCZqAA8d39/uDjywgtERPro8AABYzLmF6CNTQK7vi3F2weKcfn6rdkyYwZ54eUpg9DHg7NlWgtr+lLdmraFzIPZDBCwVl+fqUHyvkIUVdz6Xc8Az654NS4EYwb0MHFlRESWjWED4MLl60jJOonMnyoAAG5OdkicMBB/CvfjbJlERAbQqcPmRl0jNuX+gk25v0Dd0AQbGfDHkX2wJCYQ3V04WyYRkaF0yrARQiDzpwr8LbMIvypvAgBGBXTHq3EhGOTDc95ERIbW6cLmxK9KJO8rxLdnLwEAenVzxorJwZg8xJtDmYmIJNJpwqbmqhpvZ5/CR9+WokkATvY2eHZcf8wb15ezZRIRSczqw6a+sQkfHj+PtQdPQXXz1myZU++VI2lyMHp1czZxdUREnYNVh82Rkt/w2r5ClFRdBQAMkrth1UMhGBlw5ykRiIjIcKwybM7XXMPrnxfhYNFFAEB3FwcsjQnEjBG+sOVsmURERmdVYXNV3YD1h04j9chZ1DU2wdZGhlkRflgUPRDuXThbJhGRqVhF2DQ1CXxWUI43/nMSVbW35sGJGtADr0wdhAFeriaujoiILD5sCsquIHnfCShKrwAA/Dy64OUpg/BgsCeHMhMRmQmLvhbL2oOn8Mj6r6AovQIXB1u8NCkIBxaPxYRBXgwaMpkNGzYgICAATk5OCA0NxZEjR9psr1arsXLlSvj5+cHR0RH9+vXD1q1bjVQtkXFY9JHN8D73AAAeva8XXpoUBC83JxNXRJ3d7t27sWjRImzYsAGjR4/G+++/j9jYWBQWFqJPnz4613niiSdw8eJFpKamon///qiqqkJDQ4ORKyeSlsVPMXC66ir6e3a943McO3YMUVFRmDBhAr744gupSiULIdVl+UeNGoX77rtPM/cTAAQHB+ORRx5BSkpKi/ZffPEF/vCHP+DMmTPo3r1jQ/I5xQAZmhT7lEWfRgPQrqABgK1bt2LBggU4evSo1uRuRIZSV1eH/Px8xMTEaC2PiYnBsWPHdK6zd+9ehIWF4a233kKvXr0wcOBALF26FDdu3Gj1ddRqNVQqldaNyNxZ9Gm09rp27Ro+/vhjfPfdd6isrMT27dvxyiuvmLossjLV1dVobGyEl5eX1nIvLy/NFOq3O3PmDI4ePQonJydkZGSguroazz33HC5dutTq9zYpKSlITk42eP1EUrKIsGk+09fRT3Affvgh+vfvD7lcjkcffRTLli3DCy+8wEEEnVjzviTFWeTb9yshRKv7WlNTE2QyGXbu3Al3d3cAwDvvvIPHHnsM69evh7Nzy0sqJSUlITExUXNfpVLB19fXgFtAZHgWETa1tbUAcNcdqrkzA0C3bt3u6rnIOtTW1mrtF3ejR48esLW1bXEUU1VV1eJop5lcLkevXr20aggODoYQAhcuXMCAAQNarOPo6AhHR0eD1ExkLBYRNj4+PigrK4Orq2uLT4jNn+rKysp0fpFVUlKC8PBwFBUVwdPTEwCwdOlSXL58GampqUap/27cafssnam2TwiB2tpa+Pj4GOw5HRwcEBoaiuzsbEybNk2zPDs7Gw8//LDOdUaPHo1PPvkEV69eRdeut75/PHXqFGxsbNC7d2+D1UZkahYRNu3peG5ubjr/s9q9ezcaGhoQFBSkWSaEgL29PRobG3HPPfcYvF4ptLZ91sIU22eoI5rfS0xMxMyZMxEWFoaIiAhs3rwZpaWlSEhIAHDrFFh5eTnS0tIAAE8++SRef/11PPXUU0hOTkZ1dTWWLVuGOXPm6DyFRmSpLCJsOqqhoQFpaWl4++23W4wQmj59Onbu3Innn3/eRNWRNZoxYwZqamrw2muvoaKiAoMHD0ZWVhb8/PwAABUVFVqjIbt27Yrs7GwsWLAAYWFh8PDwwBNPPIHVq1ebahOIJGERv7NpS1vjwT/77DPMmDEDVVVVLT7Frly5EllZWVAoFMYsV2/W/hsKa98+Y+B7SIbG39no4OjoiFdffVXnF6apqal48MEHdZ4umT59OgoKCvD9998bo8wOa2v7rIG1bx8R3WLxRzZEnR2PbMjQeGRDREQWiWFDRESSY9gQEZHkGDZERCQ5sw8bfSeiys3NRWhoKJycnNC3b19s2rTJSJXqLyUlBSNGjICrqys8PT3xyCOPoLi4uM11cnJyIJPJWtxOnjxppKrbb9WqVS3q9Pb2bnMdS/r7EVH7mXXYNE9EtXLlSigUCkRFRSE2NrbVKQLOnj2LyZMnIyoqCgqFAitWrMDChQuRnp5u5MrbJzc3F/Pnz8fXX3+N7OxsNDQ0ICYmBteuXbvjusXFxaioqNDcdF1DyxyEhIRo1fnTTz+12tbS/n5EpAdhxkaOHCkSEhK0lgUFBYnly5frbP/iiy+KoKAgrWXz5s0T4eHhktVoSFVVVQKAyM3NbbXNoUOHBABx+fJl4xXWQa+++qoYOnRou9tb+t/PVJRKpQAglEqlqUshKyHFPmW2RzYdmYjq+PHjLdpPnDgReXl5qK+vl6xWQ1EqlQDQrhkbhw8fDrlcjujoaBw6dEjq0jqspKQEPj4+CAgI0MxI2RpL//sRUevMNmw6MhFVZWWlzvYNDQ2orq6WrFZDEEIgMTERY8aMweDBg1ttJ5fLsXnzZqSnp2PPnj0IDAxEdHQ0Dh8+bMRq22fUqFFIS0vD/v37sWXLFlRWViIyMhI1NTU621vy34+I2mb2F+LUZyKq1trrWm5unn/+efz44484evRom+0CAwMRGBiouR8REYGysjKsWbMGY8eOlbpMvcTGxmr+PWTIEERERKBfv3744IMPtCb/+j1L/fuRaclkMmRkZOCRRx5pV/ucnByMHz8ely9f5txWRmK2RzYdmYjK29tbZ3s7Ozt4eHhIVuvdWrBgAfbu3YtDhw51aA6T8PBwlJSUSFCZYbm4uGDIkCGt1mqpfz8yvYqKCq0PN4awatUqDBs2zKDP2ZmZbdj8fiKq38vOzkZkZKTOdSIiIlq0P3DgAMLCwmBvby9ZrR0lhMDzzz+PPXv24Msvv0RAQECHnkehUEAulxu4OsNTq9UoKipqtVZL+/uReairq4O3tzcv5mruDDbUQAIfffSRsLe3F6mpqaKwsFAsWrRIuLi4iHPnzgkhhFi+fLmYOXOmpv2ZM2dEly5dxOLFi0VhYaFITU0V9vb24tNPPzXVJrTp2WefFe7u7iInJ0dUVFRobtevX9e0uX0b3333XZGRkSFOnTolfv75Z7F8+XIBQKSnp5tiE9q0ZMkSkZOTI86cOSO+/vprMXXqVOHq6mo1fz9z0dlGo40bN07Mnz9fLF68WHh4eIixY8cKACIjI0PT5quvvhJDhw4Vjo6OIjQ0VGRkZAgAQqFQCCH+N6rz4MGDIjQ0VDg7O4uIiAhx8uRJIYQQ27ZtEwC0btu2bTP+xpqIFPuUWYeNEEKsX79e+Pn5CQcHB3HfffdpDQuOj48X48aN02qfk5Mjhg8fLhwcHIS/v7/YuHGjkStuv9t3Zl079e3b+Oabb4p+/foJJycncc8994gxY8aIzMxM4xffDjNmzBByuVzY29sLHx8f8eijj4oTJ05oHrf0v5+56Ixh07VrV7Fs2TJx8uRJUVRUpBU2KpVKdO/eXfzpT38SJ06cEFlZWWLgwIE6w2bUqFEiJydHnDhxQkRFRYnIyEghhBDXr18XS5YsESEhITo/BFq7Thk2RNS2zhg2w4YN01r2+7DZuHGj8PDwEDdu3NA8vmXLllaPbJplZmYKAJr19P2dmDXpVL+zISJqTVhYWKuPFRcX495774WTk5Nm2ciRI3W2vffeezX/bv4usaqqykBV0u8xbIjI4ri4uLT6mNDx8wjRyhyRvx940rxOU1OTASqk2zFsiMiqBAUF4ccff4RardYsy8vL0/t5HBwc0NjYaMjSOjWGDRFZlSeffBJNTU3485//jKKiIuzfvx9r1qwBoN+Pg/39/XH27FkUFBSgurpaK7xIfwwbIrIqbm5u2LdvHwoKCjBs2DCsXLkSr7zyCgBofY9zJ9OnT8ekSZMwfvx49OzZE7t27ZKq5E5BJlo7mUlEFkGlUsHd3R1KpRJubm6mLscs7dy5E0899RSUSiWcnZ1NXY7Zk2KfMvtroxER6SstLQ19+/ZFr1698MMPP+Cll17CE088waAxIYYNEVmdyspKvPLKK6isrIRcLsfjjz+Ov/71r6Yuq1PjaTQiC8fTaGRoUuxTHCBARESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOb3D5vDhw4iLi4OPjw9kMhk+++yzO66Tm5uL0NBQODk5oW/fvti0aVNHaiUiIguld9hcu3YNQ4cOxXvvvdeu9mfPnsXkyZMRFRUFhUKBFStWYOHChUhPT9e7WCJLsGHDBgQEBMDJyQmhoaE4cuRIu9b76quvYGdnh2HDhklbIJEJ6D3FQGxsLGJjY9vdftOmTejTpw/Wrl0LAAgODkZeXh7WrFmD6dOn61xHrVZrTcHa1NSES5cuwcPDQ69pXYlaI4RAbW0tfHx8YGNjuLPJu3fvxqJFi7BhwwaMHj0a77//PmJjY1FYWIg+ffq0up5SqcSsWbMQHR2NixcvGqweInMh+Xw2x48fR0xMjNayiRMnIjU1FfX19bC3t2+xTkpKCpKTk6UujQhlZWXo3bu3wZ7vnXfewdy5c/H0008DANauXYv9+/dj48aNSElJaXW9efPm4cknn4StrW27Tk0TWRrJw6ayshJeXl5ay7y8vNDQ0IDq6mrI5fIW6yQlJSExMVFzX6lUok+fPigrK+N8HWQQKpUKvr6+cHV1Ndhz1tXVIT8/H8uXL9daHhMTg2PHjrW63rZt2/DLL79gx44dWL169R1f5/Yjf5VK1fGiiYzEKDN13n7qq3m+ttZOiTk6OsLR0bHFcjc3N4YNGZQhT8tWV1ejsbFR54eryspKneuUlJRg+fLlOHLkCOzs2tcdeeRPlkjyoc/e3t4tOlpVVRXs7Ozg4eEh9csTGZ2uD1e6Qq2xsRFPPvkkkpOTMXDgwHY/f1JSEpRKpeZWVlZ21zUTSU3yI5uIiAjs27dPa9mBAwcQFham8/saIkvVo0cP2Nra6vxwdfvRDgDU1tYiLy8PCoUCzz//PIBbg2GEELCzs8OBAwfwwAMPtFivtSN/InOm95HN1atXUVBQgIKCAgC3hjYXFBSgtLQUwK1PXbNmzdK0T0hIwPnz55GYmIiioiJs3boVqampWLp0qWG2gMhMODg4IDQ0FNnZ2VrLs7OzERkZ2aK9m5sbfvrpJ01/KigoQEJCAgIDA1FQUIBRo0YZq3Qiyel9ZJOXl4fx48dr7jd/kR8fH4/t27ejoqJCEzwAEBAQgKysLCxevBjr16+Hj48P1q1b1+qwZyJLlpiYiJkzZyIsLAwRERHYvHkzSktLkZCQAODWh7Hy8nKkpaXBxsYGgwcP1lrf09MTTk5OLZYTWTq9w+b+++/XfMGvy/bt21ssGzduHL7//nt9X4rI4syYMQM1NTV47bXXUFFRgcGDByMrKwt+fn4A0OLDGFFnIRNtJYeZUKlUcHd3h1Kp5Gg0Mghr2qesaVvIPEixT/FCnEREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJDmGjRWYPXs2ZDKZ5ubh4YFJkybhxx9/NHVpREQAOhg2GzZsQEBAAJycnBAaGoojR4602jYnJ0frP8Lm28mTJztcNLU0adIkVFRUoKKiAv/9739hZ2eHqVOnmrosIiIAHQib3bt3Y9GiRVi5ciUUCgWioqIQGxuL0tLSNtcrLi7W/GdYUVGBAQMGdLhoasnR0RHe3t7w9vbGsGHD8NJLL6GsrAy//fabqUvrdPT5MLZnzx5MmDABPXv2hJubGyIiIrB//34jVktkHHqHzTvvvIO5c+fi6aefRnBwMNauXQtfX19s3LixzfU8PT01/xl6e3vD1ta2w0VT265evYqdO3eif//+8PDwMHU5nYq+H8YOHz6MCRMmICsrC/n5+Rg/fjzi4uKgUCiMXDmRxIQe1Gq1sLW1FXv27NFavnDhQjF27Fid6xw6dEgAEP7+/sLb21s88MAD4ssvv2zzdW7evCmUSqXmVlZWJgAIpVKpT7mdRnx8vLC1tRUuLi7CxcVFABByuVzk5+ebujSzpVQqJdmnRo4cKRISErSWBQUFieXLl7f7OQYNGiSSk5Pb3V6qbaHOS4p9Sq8jm+rqajQ2NsLLy0truZeXFyorK3WuI5fLsXnzZqSnp2PPnj0IDAxEdHQ0Dh8+3OrrpKSkwN3dXXPz9fXVp8xOafz48SgoKEBBQQG++eYbxMTEIDY2FufPnzd1aZ1GXV0d8vPzERMTo7U8JiYGx44da9dzNDU1oba2Ft27d2+1jVqthkql0roRmTu7jqwkk8m07gshWixrFhgYiMDAQM39iIgIlJWVYc2aNRg7dqzOdZKSkpCYmKi5r1KpGDh34OLigv79+2vuh4aGwt3dHVu2bMHq1atNWFnn0ZEPY7d7++23ce3aNTzxxBOttklJSUFycvJd1UpkbHod2fTo0QO2trYtOk5VVVWLDtaW8PBwlJSUtPq4o6Mj3NzctG6kH5lMBhsbG9y4ccPUpXQ6+nwY+71du3Zh1apV2L17Nzw9PVttl5SUBKVSqbmVlZXddc1EUtMrbBwcHBAaGors7Gyt5dnZ2YiMjGz38ygUCsjlcn1emu5ArVajsrISlZWVKCoqwoIFC3D16lXExcWZurRO424+jO3evRtz587Fxx9/jAcffLDNtvwwRpZI79NoiYmJmDlzJsLCwhAREYHNmzejtLQUCQkJAG596iovL0daWhoAYO3atfD390dISAjq6uqwY8cOpKenIz093bBb0sl98cUXmgB3dXVFUFAQPvnkE9x///2mLawT+f2HsWnTpmmWZ2dn4+GHH251vV27dmHOnDnYtWsXpkyZYoxSiYxO77CZMWMGampq8Nprr6GiogKDBw9GVlYW/Pz8AAAVFRVawzzr6uqwdOlSlJeXw9nZGSEhIcjMzMTkyZMNtxWd3Pbt27F9+3ZTl0HQ/8PYrl27MGvWLPzjH/9AeHi45qjI2dkZ7u7uJtsOIkOTCSGEqYu4E5VKBXd3dyiVSp4yIIOQcp/asGED3nrrLc2HsXfffVczGGb27Nk4d+4ccnJyAAD3338/cnNzWzxHfHx8uz9AsH+QoUmxTzFsqFOypn3KmraFzIMU+xQvxElERJJj2BARkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQ6FDYbNmxAQEAAnJycEBoaiiNHjrTZPjc3F6GhoXByckLfvn2xadOmDhVLZAnYP4ha0jtsdu/ejUWLFmHlypVQKBSIiopCbGwsSktLdbY/e/YsJk+ejKioKCgUCqxYsQILFy5Eenr6XRdPZG7YP4haIfQ0cuRIkZCQoLUsKChILF++XGf7F198UQQFBWktmzdvnggPD2/3ayqVSgFAKJVKfcsl0kmqfYr9g6yBFPuUnT7BVFdXh/z8fCxfvlxreUxMDI4dO6ZznePHjyMmJkZr2cSJE5Gamor6+nrY29u3WEetVkOtVmvuK5VKAIBKpdKnXKJWNe9LQgiDPSf7B1kLKfqHXmFTXV2NxsZGeHl5aS338vJCZWWlznUqKyt1tm9oaEB1dTXkcnmLdVJSUpCcnNxiua+vrz7lEt1RTU0N3N3dDfJc7B9kbQzZP/QKm2YymUzrvhCixbI7tde1vFlSUhISExM1969cuQI/Pz+UlpYabMOtkUqlgq+vL8rKyuDm5mbqcsyaUqlEnz590L17d4M/N/uHeWL/aD8p+odeYdOjRw/Y2tq2+JRWVVXV4tNZM29vb53t7ezs4OHhoXMdR0dHODo6tlju7u7OnaQd3Nzc+D61k42N4Ub/s39YBvaP9jNk/9DrmRwcHBAaGors7Gyt5dnZ2YiMjNS5TkRERIv2Bw4cQFhYmM7z0USWiv2DqA36jij46KOPhL29vUhNTRWFhYVi0aJFwsXFRZw7d04IIcTy5cvFzJkzNe3PnDkjunTpIhYvXiwKCwtFamqqsLe3F59++mm7X5OjbdqH71P7SfVesX+YL75P7SfFe6V32AghxPr164Wfn59wcHAQ9913n8jNzdU8Fh8fL8aNG6fVPicnRwwfPlw4ODgIf39/sXHjRr1e7+bNm+LVV18VN2/e7Ei5nQbfp/aT8r1i/zBPfJ/aT4r3SiaEAce2ERER6cBroxERkeQYNkREJDmGDRERSY5hQ0REkmPYEBGR5MwmbDgHSPvo8z7l5ORAJpO1uJ08edKIFRvf4cOHERcXBx8fH8hkMnz22Wd3XMfc9yf2j/Zh/7gzk/UPgw2ivgvNP4TbsmWLKCwsFC+88IJwcXER58+f19m++YdwL7zwgigsLBRbtmzR+4dwlkjf9+nQoUMCgCguLhYVFRWaW0NDg5ErN66srCyxcuVKkZ6eLgCIjIyMNtub+/7E/tE+7B/tY6r+YRZhY4o5QCyRvu9Tc2e6fPmyEaozT+3pTOa+P7F/tA/7h/6M2T9MfhqteQ6Q2+f06MgcIHl5eaivr5esVlPqyPvUbPjw4ZDL5YiOjsahQ4ekLNMimfP+xP7RPuwf0jHU/mTysJFiDhBr1JH3SS6XY/PmzUhPT8eePXsQGBiI6OhoHD582BglWwxz3p/YP9qH/UM6htqfOjSfjRSkngPEWujzPgUGBiIwMFBzPyIiAmVlZVizZg3Gjh0raZ2Wxtz3J/aP9mH/kIYh9ieTH9kYaw4QS9eR90mX8PBwlJSUGLo8i2bO+xP7R/uwf0jHUPuTycOGc4C0T0feJ10UCoXOqYY7M3Pen9g/2of9QzoG25/0Gk4gEVPMAWKJ9H2f3n33XZGRkSFOnTolfv75Z7F8+XIBQKSnp5tqE4yitrZWKBQKoVAoBADxzjvvCIVCoRkCa2n7E/tH+7B/tI+p+odZhI0Qxp8DxFLp8z69+eabol+/fsLJyUncc889YsyYMSIzM9MEVRtX85DW22/x8fFCCMvcn9g/2of9485M1T84nw0REUnO5N/ZEBGR9WPYEBGR5Bg2REQkOYYNERFJjmFDRESSY9gQEZHkGDZERCQ5hg0REUmOYUNERJJj2BARkeQYNkREJLn/D4nVFBOlguULAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 400x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplot_mosaic([['A', 'right'], ['B', 'right']],\n",
    "                              figsize=(4, 3), layout='constrained')\n",
    "for ax_name, ax in axs.items():\n",
    "    ax.text(0.5, 0.5, ax_name, ha='center', va='center')\n",
    "axs[\"A\"].plot([1, 2, 3, 4, 5, 6, 8])\n",
    "axs[\"A\"].set_title(\"A\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'A': <AxesSubplot:label='A'>,\n",
       " 'right': <AxesSubplot:label='right'>,\n",
       " 'B': <AxesSubplot:label='B'>}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Right subfigure')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wkyYsTUzEwdE2/hu9cukSXatWZcbu3Rgefriw4xR7GmxZzLZs30JGRgapaalMnD2RZk82U3GTIuXndeu4lp7OpQsXWDBmDI8HBRX74rZr40bSL1/m6l9/MW/UKB6uU4cK3t6FHcsmqcDdx5asXYL/8/4EhgfiYO/A6NdHF3YkEQub582jR40a9Pfxwd7BgZfv8DlcUbQzIoKX6tShV506JJw8yZA5czSkVz7RLUqRAqBblCL5T7coRUTkvqACJyIiNkkFTkREbJIKnIiI2CQVOBERsUlWC9zbH76Nfwd/2vZsm+P2rKwsxk0bR2B4IO16tePwscPmbas2rjLPF7Zqo0a1EBGRgmO1wHUI6sB/PvzPLbdv+2UbMfExbFq4ibFDxjJm8hgALly8wPT501kyYwlLZy5l+vzppKal5l1yESk0/27blq5Vq3ItPb1A3/daRgYfde9O3/r16VCunCb3lNuyWuAa1W+Eq0v2qSz+JzI6kucCn8POzo4GdRpw8a+LJKcks2PXDvx9/SnjUgbX0q74+/qzfef2PA0vIgUv+c8/+fWnn7Czs2Pnhg0F/v61/fwYPGsWZQ13PjWV3F/u+Rlc0tkkPCvcnEvMw82DpLNJ2de731gvIsXbd4sXU+Pxx2nWuTPfLV5sXn8tI4PXn36a9bNnAzemdxoRFMSS/x9I+VxCAh9260b36tV5uUED1s2aZe57bM8e3jQa6eLtTY+aNZn7zjs5vreTszNt+/enjp8f9vb6CIHcXpEY1G3J2iUsXbcUgD/i/6BWrVqFnEjEuhO/n+Dnb38u7BgF7vslS2g3YAA1fH0ZFhjIheRkylSogJOzM4M//5x3WrfmXwEB/LxuHZkmEx2HDCEzM5PxXbrQODiYN+bMIeX0ad7t0IGK1arRsHlzvhgxgjYvv8wzYWFcuXSJP3/9tbAPU2zAPRc4g5uBhOSbk2Umnk3E4GbA4GZg5/6dN9efSaRxg8Y57YKwtmGEtQ0DIPzNcHbv3n2vsUTy3d9nRL9fHPn5Z87ExtKkfXtcypfHo2pVti1fTrsBAwB4uE4dQocM4YMXXyT1zBk+2roVBwcHju3ezcWzZwkbOhQAjypVaNGtGztWrqRh8+Y4OjmRcPIkF1NScClfnpqNGhXmYYqNuOdrfKO/kW83f0tWVhb7j+yn9IOlqVC+Ak0bNSV6dzSpaamkpqUSvTuapo2a5kVmESkk333zDQ2aNcOlfHkAngoJsbhNCdCsc2fOxMbi26IFXo8+CsCZ2FjOJSYSXqWK+d/yyZO5cOYMAAOnTeP0iRO88sQTvNW8Obs2bSrYAxObZPUK7o333mDX/l2cTz1PQGgAr/Z4leum6wB0ateJAL8Atv2yjcCugZQsUZIJwyYAUMalDANeHEBov1AABnQbQBmXMvl3JCKSr9KvXOHH1avJzMyk5/8/RriWns5fqamcOnSIqnVvXNHOevNNHg8MZF9UFEd+/pk6fn6Ur1gRw8MPM+MWd2e8Hn2UIXPmkJmZyc9r1/Jxjx7MP36ckg8+WGDHJ7bHaoGbNHLSbbfb2dkxavCoHLeFtAohpFXI3SUTkSJlZ0QE9g4OTImOxtHp5qzxE196ie8XL6bquHF8v2QJJw4cYPK2bezauJFpAwYweds2qvv6Uuqhh1g5dSqt+/bF0dmZuN9+I+PqVar7+PD90qU0NBpxdXPjQdcbn9q2u8WHSK6lp5tnrL6ekUHG1as4lSihKWckG30MSURy5btvvsHYpQvulSpR1mAw/2vVuzfbli/nTFwcX7z9Nq/NmEGphx7i6Y4dqdagAXPfeQcHBwfe+eYbTv33v/Rr2JDu1aox47XXuHzxIgD7IiMZ5O9P58qV+WLECIbMmUOJUqVyzDGwcWPCvLxISUhgTMeOhHl5cSY2tiB/FFJMFLn54PQhEyku6tasy4pZK3LVVvPBieQ/zQcnIiL3BRU4kSLg01deoXuNGgzy989xe1ZWFnOGD6e/ry+DmzblxIEDBZxQpPhRgRMpAoxdujBq2bJbbt+7dSunT5xgxu7d9J88mVlDhhRgOpHiSQVOpAh4zN+f0mXL3nL7zogImnXqhJ2dHTUbNeKvixc5l5hYgAlFih8VOJFiICUhgfIVK5qXy3t5cS4h4TY9RKRIjEUpInln87x5bJ4/H4DE33/X2K534dipU8w/fjxP9qXzcW/u5VyowIkUA+U9PUmJjzcvp5w+TTlPzxzbBvboQWCPHgCMa9FCX7u5C9UaNsyzfel83Jt7ORe6RSlSDDQKDua7xYvJysrit127eMDFhXIeHoUdS6RI0xWcSBHwSe/eHI6O5mJKCr0fe4xOw4dz/fqNMV+DevbEt0UL9mzZQn9fX0qUKsWrn31WyIlFij4VOJEiYMicObfdbmdnx8sff1xAaURsg25RioiITVKBExERm6QCJyIiNilXz+C279zO+M/Gk2nKpGPrjvTt0tdi+/vT3+eXfb8AcCX9CufOn2PXul0A1GlehxpVawDgafBk5viZeZlfREQkR1YLnMlkYuzUscz9eC4GdwOh/UIx+hupVqWauc2IgSPMrxesXMCvv/9qXi7pXJLVc1bnbWoRERErrN6iPHj0IN5e3lT2qoyzkzOtjK2IjI68Zfv1Uetp3bx1noYUERG5U1YLXNLZJDwr3BwxwcPdg6SzSTm2jU+MJz4hHr+GfuZ16RnphLwcQtiAMLbu2JoHkUVERKzL0+/BRXwXQWBAIA4ODuZ1UYujMLgbiD0dS/c3ulOjag28K3pb9FuydglL1y0FIO1qWl5GEhGR+5TVKziDm4GE5JujlieeScTgZsixbURUBK2NlrcnDe432lb2qkzjBo05cvxItn5hbcNYMWsFK2atwN3d/Y4OQEREJCdWC1y9WvWIiY8hLiGOjGsZRERFYPQ3Zmt38s+TpKal0vCxmwNjpqalkpGRAcD51PPsO7SPag9Xy9ZXREQkr1m9Reno4MjIQSPpNbQXmZmZhASHUL1qdabNnUbdmnUxNrlR7NZHrae1sTV2dnbmvidiTjB60mjs7ezJzMqkT+c+Fp++FBERyS+5egYX4BdAgF+AxbpBLw2yWH61x6vZ+vnU9WHt3LX3EE9EROTuaCQTERGxSSpwIiJik1TgRETEJqnAiYiITVKBExERm6QCJyIiNkkFTkREbJIKnIiI2CQVOBERsUkqcCIiYpNU4ERExCapwImIiE1SgRMREZukAiciIjZJBU5ERGxSrgrc9p3bCeoWRGB4ILMXzc62feXGlTzZ/kna925P+97tWbZ+mXnbqo2raNm1JS27tmTVxlV5l1xEROQ2rE54ajKZGDt1LHM/novB3UBov1CM/sZsM3MHNwtm1GujLNZduHiB6fOns/zz5djZ2RHycgjGJkZcS7vm7VGIiIj8g9UruINHD+Lt5U1lr8o4OznTytiKyOjIXO18x64d+Pv6U8alDK6lXfH39Wf7zu33HFpERMQaqwUu6WwSnhU8zcse7h4knU3K1m7Lti2069WOQaMHkZCccEd9RURE8prVW5S50ezJZrQxtsHZ2ZnFaxYz/IPhfDXpq1z3X7J2CUvXLQUg7WpaXkQSEZH7nNUrOIObwXxFBpB4JhGDm8GiTVnXsjg7OwMQ2jqUw8cO57ovQFjbMFbMWsGKWStwd3e/uyMRERH5G6sFrl6tesTExxCXEEfGtQwioiIw+hst2iSnJJtfR/0YxaPejwLQtFFTondHk5qWSmpaKtG7o2naqGkeH4KIbdi7dSsDGzemv68vK6ZMybb9TFwcI9u1442AAAY3bcqeLVsKPqRIMWL1FqWjgyMjB42k19BeZGZmEhIcQvWq1Zk2dxp1a9bF2MTIgpUL+C76OxwcHHB1ceX94e8DUMalDANeHEBov1AABnQbQBmXMvl6QCLFkclkYvbQoby7ciXlvbwY2rw5jYOCqFyrlrnNsokTadK+PUEvvUTs0aO8FxbG7AMHCjG1SNGWq2dwAX4BBPgFWKwb9NIg8+shfYYwpM+QHPuGtAohpFXIPUQUsX2/79mDZ9WqeFSpAkDT559n54YNFgXOzs6Oy2k3nlH/dfEi5Tw8CiOqSLGRJx8yEZF7cy4hAbeKFc3L5b28OLZnj0WbsGHDGBMSQsTs2Vy9fJkxqzRwgsjtqMCJFBPbV6zA2Lkzz73yCkd37mRKv35M/fFH7O0tH6VvnjePzfPnA3Dt3LnCiCp/o/NReDQWpUgRUM7Tk7Px8ebllNOnKe/padEmcuFCmrRvD0Ctxo25lp7OxZSUbPsK7NGDiVFRTIyK0qeSiwCdj8KjAidSBFT38SHh5EmSYmK4lpHBjpUraRQUZNHGrVIlDm7bBkDsb7+RkZ6Oq5tbYcQVKRZ0i1KkCHBwdKTPRx8xpmNHMk0mmoeH4127NosmTKBaw4Y0Dg6m53vvMWPwYNbOnAl2dgz67DPs7OwKO7pIkaUCJ1JE+LZogW+LFhbrurz9tvl15Vq1eH/jxoKOJVJs6RaliIjYJBU4ERGxSSpwIiJik1TgRETEJqnAiYiITVKBExERm6QCJyIiNkkFTkREbJIKnIiI2CQVOBERsUm5Gqpr+87tjP9sPJmmTDq27kjfLn0ttn+59EuWRyzHwcGBcq7lGD90PBU9bsxtVad5HWpUrQGAp8GTmeNn5vEhiIiIZGe1wJlMJsZOHcvcj+dicDcQ2i8Uo7+RalWqmdvUrl6b5Z8vp1TJUnzz7TdMnDWRyaMnA1DSuSSr56zOtwMQERHJidVblAePHsTby5vKXpVxdnKmlbEVkdGRFm38GvpRqmQpAOrXqU/imcT8SSsiIpJLVq/gks4m4Vnh5sSLHu4eHPj1wC3bL49YztNPPG1eTs9IJ+TlEBwdHOnTpQ/PNn02W58la5ewdN1SANKupt3RAYiIiOQkT6fLWbNlDYd/O8yCKQvM66IWR2FwNxB7Opbub3SnRtUaeFf0tugX1jaMsLZhAIS/GZ6XkURE5D5l9Ralwc1AQnKCeTnxTCIGN0O2dj/u+ZHPF37OjPEzcHZ2vtnf/Ubbyl6VadygMUeOH8mL3CIiIrdltcDVq1WPmPgY4hLiyLiWQURUBEZ/o0WbI78fYfSk0cwYP4PyZcub16empZKRkQHA+dTz7Du0j2oPV0NERCS/Wb1F6ejgyMhBI+k1tBeZmZmEBIdQvWp1ps2dRt2adTE2MfLx5x9z+cplBr87GLj5dYATMScYPWk09nb2ZGZl0qdzH4tPX4qIiOSXXD2DC/ALIMAvwGLdoJcGmV9/+cmXOfbzqevD2rlr7yGeiIjI3dFIJiIiYpNU4ERExCapwImIiE1SgRMREZukAiciIjZJBU5ERGySCpyIiNgkFTgREbFJKnAiImKTVOBERMQmqcCJiIhNUoETERGbpAInIiI2SQVORERskgqciIjYpFwVuO07txPULYjA8EBmL5qdbXtGRgavj3mdwPBAXuj/AnGJceZts76eRWB4IEHdgti+c3veJRexMXu3bmVg48b09/VlxZQpObaJXrWKV/38GPTkk0zq06dgA4oUM1YnPDWZTIydOpa5H8/F4G4gtF8oRn+jxczcyyOW41Lahc1fb2Z91Ho+mfUJk0dP5vgfx4mIimDdl+tITkmm55s92Th/Iw4ODvl6UCLFjclkYvbQoby7ciXlvbwY2rw5jYOCqFyrlrnN6RMnWDFlCu9v3MhDZcpw4cyZQkwsUvRZvYI7ePQg3l7eVPaqjLOTM62MrYiMjrRoExkdSfuW7QFoGdCSn/b+RFZWFpHRkbQytsLZ2ZlKnpXw9vLm4NGD+XIgIsXZ73v24Fm1Kh5VquDk7EzT559n54YNFm22zJ9PcK9ePFSmDABl3N0LIalI8WH1Ci7pbBKeFTzNyx7uHhz49YBFm+SzyeY2jg6OlH6oNBcuXiDpbBIN6jSw6Jt0NinbeyxZu4Sl65YCcOzUMerWrHtXB5PXzqeep6xr2cKOoRxFNMepP0/l2b7OJSTgVrGiebm8lxfH9uyxaHP6xAkARgQFkWkyETZsGD7PPpttX5vnzWPz/PkAXDt3Ls8yyt3R+Sg8VgtcQQhrG0ZY2zAAQl4OYcWsFYWc6IaikkU5im6OgmS6fp2Ekyd5b+1aUk6f5p3WrZkaHc2Drq4W7QJ79CCwRw8AxrVoUaAZJTudj8Jj9Ralwc1AQnKCeTnxTCIGN4NFmwpuFcxtrpuuk3YpjTIuZXLVV0SgnKcnZ+Pjzcspp09T3tPTok15Ly8aBQXh6OSE4eGH8apWzXxVJyLZWS1w9WrVIyY+hriEODKuZRARFYHR32jRxuhvZPWm1QBs+mETfg39sLOzw+hvJCIqgoyMDOIS4oiJj+Fftf6VLwciUpxV9/Eh4eRJkmJiuJaRwY6VK2kUFGTR5olWrTgUHQ3AxZQUTh8/jqFKlUJIK1I8WL1F6ejgyMhBI+k1tBeZmZmEBIdQvWp1ps2dRt2adTE2MdKxdUeGThhKYHggri6uTBo5CYDqVasT3CyY1j1b4+DgwKjXRln9BOULbV7ImyPLA0Uli3JYssUcDo6O9PnoI8Z07EimyUTz8HC8a9dm0YQJVGvYkMbBwTRs3pz9333Hq35+2Ds40H3MGFzKlcuzDCK2xu79vRlZf1/RIfVkYWURsVmrXB+xWK5V5VKBvO+4Fi3YvXt3gbyXLanWsCETo6LyfL86H3fuTs7F0T8esljWSCYiImKTVOBERMQmqcCJiIhNUoETERGbpAInIiI2SQVORERskgqciIjYJKsF7u0P38a/gz9te7bNcXtWVhbjpo0jMDyQdr3acfjYYfO2VRtX0bJrS1p2bcmqjavyLrWIiIgVVgtch6AO/OfD/9xy+7ZfthETH8OmhZsYO2QsYyaPAeDCxQtMnz+dJTOWsHTmUqbPn05qWmreJRcREbkNqwWuUf1GuLq43nJ7ZHQkzwU+h52dHQ3qNODiXxdJTklmx64d+Pv6U8alDK6lXfH39deM3iIiUmDuebqcbPPFud2Y8y2neeRymgsOLOeD+yP+D2r9bRZjkaLqxO8n+Pnbnws7hojcQpGbDy78zXCN1SbFQlGZmFdEcnbPn6LMNufb2RtzvmkuOBERKUz3XOCM/ka+3fwtWVlZ7D+yn9IPlqZC+Qo0bdSU6N3RpKalkpqWSvTuaJo2apoXmUVERKyyeovyjffeYNf+XZxPPU9AaACv9niV66brAHRq14kAvwC2/bKNwK6BlCxRkgnDJgBQxqUMA14cQGi/UAAGdBtAGZcy+XckIiIif2O1wP1v8tJbsbOzY9TgUTluC2kVQkirkLtLJiIicg80komIiNgkFTgREbFJKnAiImKTVOBERMQmqcCJiIhNUoETERGbpAInIiI2SQVORERskgqciIjYJBU4ERGxSSpwIiJik1TgRETEJqnAiYiITVKBExERm6QCJyIiNsnqfHAA23duZ/xn48k0ZdKxdUf6dulrsf396e/zy75fALiSfoVz58+xa90uAOo0r0ONqjUA8DR4MnP8zLzMLyIikiOrBc5kMjF26ljmfjwXg7uB0H6hGP2NVKtSzdxmxMAR5tcLVi7g199/NS+XdC7J6jmr8za1iIiIFVZvUR48ehBvL28qe1XG2cmZVsZWREZH3rL9+qj1tG7eOk9DitwP9m7dysDGjenv68uKKVNu2e6nNWvoUK4cx/ftK7hwIsWQ1Su4pLNJeFbwNC97uHtw4NcDObaNT4wnPiEev4Z+5nXpGemEvByCo4Mjfbr04dmmz2brt2TtEpauWwpA2tW0Oz4IkeLOZDIxe+hQ3l25kvJeXgxt3pzGQUFUrlXLot2VtDTWzZpFDV/fQkoqUnzk6hlcbkV8F0FgQCAODg7mdVGLozC4G4g9HUv3N7pTo2oNvCt6W/QLaxtGWNswAMLfDM/LSCLFwu979uBZtSoeVaoA0PT559m5YUO2ArdowgQ6vPYaqz/9tBBSihQvVm9RGtwMJCQnmJcTzyRicDPk2DYiKoLWRsvbkwb3G20re1WmcYPGHDl+5F7yitikcwkJuFWsaF4u7+VFSkKCRZsTBw5wNj6exwMDb7uvzfPm8abRyJtGI2fOnMmXvJJ7Oh+Fx2qBq1erHjHxMcQlxJFxLYOIqAiM/sZs7U7+eZLUtFQaPtbQvC41LZWMjAwAzqeeZ9+hfVR7uFq2viJye5mZmXz573/Tc9w4q20De/RgYlQUE6OicHd3L4B0cjs6H4XH6i1KRwdHRg4aSa+hvcjMzCQkOITqVaszbe406tasi7HJjWK3Pmo9rY2tsbOzM/c9EXOC0ZNGY29nT2ZWJn0697H49KWI3FDO05Oz8fHm5ZTTpynvefPZ95VLl/jz11/5d9u2AFxITmZCeDhvf/011Ro2zLY/EcnlM7gAvwAC/AIs1g16aZDF8qs9Xs3Wz6euD2vnrr2HeCL3h+o+PiScPElSTAzlPD3ZsXIlr8+ebd7+oIsL848fNy//u21beowdq+Imcht5+iETEbk7Do6O9PnoI8Z07EimyUTz8HC8a9dm0YQJVGvYkMbBwYUdUaTYUYETKSJ8W7TAt0ULi3Vd3n47x7bj1urOiIg1GotSRERskgqciIjYJBU4ERGxSSpwIiJik1TgRETEJqnAiYiITVKBExERm6QCJyIiNkkFTkREbJIKnIiI2CQVOBERsUkqcCIiYpNU4ERExCblqsBt37mdoG5BBIYHMnvR7GzbV25cyZPtn6R97/a0792eZeuXmbet2riKll1b0rJrS1ZtXJV3yUVERG7D6nQ5JpOJsVPHMvfjuRjcDYT2C8Xob8w2M3dws2BGvTbKYt2FixeYPn86yz9fjp2dHSEvh2BsYsS1tGveHoWIiMg/WL2CO3j0IN5e3lT2qoyzkzOtjK2IjI7M1c537NqBv68/ZVzK4FraFX9ff7bv3H7PoUVERKyxWuCSzibhWcHTvOzh7kHS2aRs7bZs20K7Xu0YNHoQCckJd9RXREQkr+XJjN7NnmxGG2MbnJ2dWbxmMcM/GM5Xk77Kdf8la5ewdN1SANKupuVFJBERuc9ZvYIzuBnMV2QAiWcSMbgZLNqUdS2Ls7MzAKGtQzl87HCu+wKEtQ1jxawVrJi1And397s7EhERkb+xWuDq1apHTHwMcQlxZFzLICIqAqO/0aJNckqy+XXUj1E86v0oAE0bNSV6dzSpaamkpqUSvTuapo2a5vEhiIiIZGf1FqWjgyMjB42k19BeZGZmEhIcQvWq1Zk2dxp1a9bF2MTIgpUL+C76OxwcHHB1ceX94e8DUMalDANeHEBov1AABnQbQBmXMvl6QCIiIpDLZ3ABfgEE+AVYrBv00iDz6yF9hjCkz5Ac+4a0CiGkVcg9RBQREblzGslERERskgqciIjYJBU4ERGxSSpwIiJik1TgRETEJqnAiYiITVKBExERm6QCJyIiNkkFTkREbJIKnIiI2CQVOBERsUkqcCJFxN6tWxnYuDH9fX1ZMWVKtu3fTp/Oq35+DG7alFHt25McG1vwIUWKERU4kSLAZDIxe+hQRi5dyrSffmLHihXEHj1q0eaRf/2LiVFRTNmxA/927Zg/enQhpRUpHlTgRIqA3/fswbNqVTyqVMHJ2Zmmzz/Pzg0bLNrUe+opSjzwAAA1Hn+clNOnCyOqSLGhAidSBJxLSMCtYkXzcnkvL1ISEm7ZfuvChfg8+2xBRBMptnI1H9z2ndsZ/9l4Mk2ZdGzdkb5d+lps/3LplyyPWI6DgwPlXMsxfuh4Knrc+GWt07wONarWAMDT4MnM8TPz+BBE7i/fL13KiX37GLduXY7bN8+bx+b58wG4du5cQUaTHOh8FB6rBc5kMjF26ljmfjwXg7uB0H6hGP2NVKtSzdymdvXaLP98OaVKluKbb79h4qyJTB49GYCSziVZPWd1vh2AiC0o5+nJ2fh483LK6dOU9/TM1u7A99+z/JNPGLduHU4lSuS4r8AePQjs0QOAcS1a5EteyT2dj8Jj9RblwaMH8fbyprJXZZydnGllbEVkdKRFG7+GfpQqWQqA+nXqk3gmMX/Sitio6j4+JJw8SVJMDNcyMtixciWNgoIs2pw8eJCZb7zB24sWUcbdvZCSihQfVq/gks4m4Vnh5l+SHu4eHPj1wC3bL49YztNPPG1eTs9IJ+TlEBwdHOnTpQ/PNtVzA5F/cnB0pM9HHzGmY0cyTSaah4fjXbs2iyZMoFrDhjQODuar0aO5+tdffNyzJwDulSrx9qJFhZxcpOjK1TO43FqzZQ2HfzvMgikLzOuiFkdhcDcQezqW7m90p0bVGnhX9Lbot2TtEpauWwpA2tW0vIwkUmz4tmiB7z9uYXV5+23z6zGrVhV0JJFizWqBM7gZSEi++WmuxDOJGNwM2dr9uOdHPl/4OQumLMDZ2flmf/cbbSt7VaZxg8YcOX4kW4ELaxtGWNswAMLfDL+7IxEREfkbq8/g6tWqR0x8DHEJcWRcyyAiKgKjv9GizZHfjzB60mhmjJ9B+bLlzetT01LJyMgA4HzqefYd2ke1h6shIiKS36xewTk6ODJy0Eh6De1FZmYmIcEhVK9anWlzp1G3Zl2MTYx8/PnHXL5ymcHvDgZufh3gRMwJRk8ajb2dPZlZmfTp3Mfi05ciIiL5JVfP4AL8AgjwC7BYN+ilQebXX37yZY79fOr6sHbu2nuIJyIicnc0komIiNgkFTgREbFJKnAiImKTVOBERMQmqcCJiIhNUoETERGbpAInIiI2SQVORERskgqciIjYJBU4ERGxSSpwIiJik1TgRETEJqnAiYiITVKBExERm6QCJyIiNilXBW77zu0EdQsiMDyQ2YtmZ9uekZHB62NeJzA8kBf6v0BcYpx526yvZxEYHkhQtyC279yed8lFRERuw2qBM5lMjJ06lv988B/WzVvH+sj1HP/juEWb5RHLcSntwuavN9M9tDufzPoEgON/HCciKoJ1X65jzodzGDt1LCaTKX+ORERE5G+sFriDRw/i7eVNZa/KODs508rYisjoSIs2kdGRtG/ZHoCWAS35ae9PZGVlERkdSStjK5ydnankWQlvL28OHj2YLwciIiLyd1YLXNLZJDwreJqXPdw9SDqbZNEm+WyyuY2jgyOlHyrNhYsXctVXREQkPzgWdgCAJWuXsHTdUgCOnTpG3Zp1CznRDedTz1PWtWxhx1COIprj1J+nCjuCiNyG1QJncDOQkJxgXk48k4jBzWDRpoJbBRKSE/Bw9+C66Tppl9Io41ImV30BwtqGEdY2DICQl0NYMWvFXR9QXioqWZSj6OYQkaLL6i3KerXqERMfQ1xCHBnXMoiIisDob7RoY/Q3snrTagA2/bAJv4Z+2NnZYfQ3EhEVQUZGBnEJccTEx/CvWv/KlwMRERH5O6tXcI4OjowcNJJeQ3uRmZlJSHAI1atWZ9rcadStWRdjEyMdW3dk6IShBIYH4uriyqSRkwCoXrU6wc2Cad2zNQ4ODox6bRQODg75flAiIiK5egYX4BdAgF+AxbpBLw0yvy7hXIKp707NsW+/rv3o17VfrgO90OaFXLfNb0Uli3JYUg4RyY0iN5LJ/57FFQVFJYtyWFIOEcmNIlfgRERE8kKhFbh7Gf6rIHN8ufRLWvdoTbte7ejxRg/iE+MLJcf/bPphE7Wa1eK/v/03X3LkNsuG7zbQukdr2vRow5D3hhRKjtNJp+n2ejc69OlAu17t+OHnH/I8w9sfvo1/B3/a9myb4/asrCzGTRtHYHgg7Xq14/Cxw3meQUTuTqEUuHsZ/qugc9SuXpvlny9nzRdraBnQkomzJhZKDoBLly+xYOUC6teun+cZ7iTLH3F/MHvRbBZ9uoh189bx9itvF0qOmQtmEvxMMKv+s4pJIycxZsqYPM/RIagD//nwP7fcvu2XbcTEx7Bp4SbGDhnLmMl5n0FE7k6hFLh7Gf6roHP4NfSjVMlSANSvU5/EM4l5miG3OQCmzZ1G7069cXZ2zvMMd5Jl2bpldGnfBdfSrgCUL1u+UHLY2dlx6fIlANL+SqOCW4U8z9GofiNcXVxvuT0yOpLnAp/Dzs6OBnUacPGviySnJOd5DhG5c4VS4O5l+K+CzvF3yyOW8/QTT+dphtzmOHzsMAnJCTzz5DN5/v53muWPuD/4I/YPOr/SmbABYfkyS0RucrzS4xXWbFlDQGgALw9/mX+/+u88z2FNtpxudz8c3d6tWxnYuDH9fX1ZMWVKtu3X0tOZ+NJL9Pf1Zeizz5L85593G1vkvqAPmeTSmi1rOPzbYXqF9Srw987MzOSDGR8wbMCwAn/vnFw3XScmPob5U+bzychPGDlxJBcvXSzwHOsj19MhqAM/LPuBWR/MYtj7w8jMzCzwHHnBZDIxe+hQRi5dyrSffmLHihXEHj1q0WbrwoU8WKYMM/fsoW3//sx/993CCStSTBRKgbuT4b8Ai+G/CjoHwI97fuTzhZ8zY/yMfLk9aC3HX5f/4vdTv9NtcDeMnYwcOHKAAe8MyJcPmuTmZ+Lh7kEz/2Y4OTpRybMSVSpVISYupsBzrIhYQfAzwQA0fKwh6RnpnE89n6c57jjn2Zz/G7Lm9z178KxaFY8qVXBydqbp88+zc8MGizY7IyJo1qkTAP7PPcfBbdvy/La9iC0plAJ3L8N/FXSOI78fYfSk0cwYPyNfnjXlJkfph0rz87c/E7U4iqjFUdSvU58Z42dQr2a9As8C8GzTZ9m5fydwY+DjP+L+oJJnpQLP4Wnw5Ke9PwFwIuYE6RnplCtTLk9zWGP0N/Lt5m/Jyspi/5H9lH6wNBXK3/mzwHMJCbhVrGheLu/lRUpCgkWblL+1cXB05AEXF9LOnbu3AxCxYYUym8C9DP9V0Dk+/vxjLl+5zOB3BwM3/qc6c/zMAs9RUHKTpWmjpuzYtYPWPVpjb2/PW/3eyvPR/XOTY1j/YYycOJKvln2FnZ0d7w97P8//CHrjvTfYtX8X51PPExAawKs9XuW66ToAndp1IsAvgG2/bCOwayAlS5RkwrAJefr+d2PzvHlsnj8fgJgjR6jWsGEhJ8rZxbNncXFzK+wYOYo/dizP9lUczoetngu79/dmWNzj6JB68p4DiYilVa6PWCzXqnLJYvnozp0s+fBDRq+4MUvCismTAQh5/XVzmzEhIYQNG0atxo0xXb9Oz1q1+Or3329b1N80GpkYFZVXh5Gn7sdsRfWYi2ouuLNsR/94yGJZHzIRKQKq+/iQcPIkSTExXMvIYMfKlTQKCrJo0yg4mO8WLwbgx2+/pd5TT+X5FauILSkSE56K3O8cHB3p89FHjOnYkUyTiebh4XjXrs2iCROo1rAhjYODebZrV6b060d/X18eKluWIXPmFHZskSJNBU6kiPBt0QLfFi0s1nV5++YoMc4lSzJ03rw72mdgt255ES1f3I/ZiuoxF9VccG/Z9AxOpABYewYnIvdOz+BEROS+oAInYgOK8jBf1rJFLVpE9+rVef3pp3n96afZ8v8fqc9vn77yCt1r1GCQv3+O27OyspgzfDj9fX0Z3LQpJw4cyNV+dS7uXH6dCxU4GxWXGEf9lvVp37v9HfWLiIogMDyQl0e8nD/BJM8V5WG+cpMNoEmHDkzeto3J27bRooCeBxm7dGHUsmW33L5361ZOnzjBjN276T95MrOGWJ8WSufi7uTHuQAVOJvm7eXN6jmr76hPK2Mr3nvrvfwJJPmiKA/zlZtsheUxf39Kl731AAX/+5nZ2dlRs1Ej/rp4kXOJt59NROfi7uTHuQAVuGLpv0f/S7te7UjPSOfylcu06dGGY6du/23/uMQ4grsFM/yD4bR8sSVvjnuTH/f8SOdXOtOya0sO/nqwgNJLXivKw3zlJhvAz2vXMrhpUz7q3p2zcfkzufGdSklIoPw/sp/LIfvf6Vzkj7s5F6ACVyzVq1UPo7+RKV9MYeKsibRt0ZYaVWtY7fdn/J/0fKEnG77awMk/T7Ju6zoWfbqIof2GMuvrWQWQXCS7x4OCmLV/P1N27KB+s2ZMHTiwsCPdt2ztXKjAFVMDug3gx90/cui3Q/Tu1DtXfSp5VqLmIzWxt7enepXqPOnzJHZ2dtR4pAbxifH5nFjySzlPT87G3zx/KadPU97T06JN+b+1MV2/zuWLFyldLv8Hps5NNpdy5XAqUQKAZ198kZP79+d7rtwo7+lJyj+yl/tH9n/Sucgfd3MuQAWu2Lpw8QKXr17mryt/kZ6Rnqs+zk43p/qxs7fDydnJ/NpkMuVLTsl/RXmYr9xk+/uzlF0bNlCphvW7EQXhfz+zrKwsftu1iwdcXCjn4XHbPjoX+eNuzgVoJJNia/Sk0QzqOYj4xHgmzp7IqNdGFXYkKSRFeZiv3GRbP3s2uzZswMHRkYfKluXV6dMLJNsnvXtzODqaiykp9H7sMToNH8716zdmigjq2RPfFi3Ys2UL/X19KVGqFK9+9pnVfepc3J38OBegkUyKpdWbVhMZHcmnYz/FZDLR+ZXOvNHnDfx8/Mxt4hLj6D+iP2u/XJvj8vAPhvPMk88QFBCUbdsv+39h7pK5zHpfz+XyikYyEcl//xzJRFdwxVD7lu1p37I9AA4ODiydudRqn0oelcwFDOCD4R/ccpuIiC3QMzgb5WDvQNpfaXf1Re+xU8biWto1f4KJiBQQ3aIUKQC6RSmS/zTYsoiI3BeyXcGJiIjYAl3BiYiITVKBExERm6QCJyIiNun/AAwpoBRM/hl4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(layout='constrained', facecolor='lightskyblue')\n",
    "fig.suptitle('Figure')\n",
    "figL, figR = fig.subfigures(1, 2)\n",
    "figL.set_facecolor('thistle')\n",
    "axL = figL.subplots(2, 1, sharex=True)\n",
    "axL[1].set_xlabel('x [m]')\n",
    "figL.suptitle('Left subfigure')\n",
    "figR.set_facecolor('paleturquoise')\n",
    "axR = figR.subplots(1, 2, sharey=True)\n",
    "axR[0].set_title('Axes 1')\n",
    "figR.suptitle('Right subfigure')"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Figure')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig, axs = plt.subplots(ncols=2, nrows=3, figsize=(8,6),\n",
    "                        layout=\"constrained\")\n",
    "axs[0,0].plot([1,2,3],[1,2,3])\n",
    "axs[2,1].plot([1,2,3],[1,2,3])\n",
    "axs[0,1].set_title(\"01\",fontsize=15)\n",
    "fig.suptitle(\"Figure\",fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(20.0, 180.0),\n",
       " (0.0, 1300.0),\n",
       " [<matplotlib.axis.YTick at 0x1d17c2f8488>,\n",
       "  <matplotlib.axis.YTick at 0x1d17b13f188>,\n",
       "  <matplotlib.axis.YTick at 0x1d17b247808>]]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 288x180 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 2.5), layout='constrained')\n",
    "np.random.seed(19680801)\n",
    "t = np.arange(200)\n",
    "x = 2**np.cumsum(np.random.randn(200))\n",
    "linesx = ax.plot(t, x)\n",
    "#ax.set_yscale('log')\n",
    "#ax.set_xlim([20, 180])\n",
    "#ax.set_ylim([0, 1300])\n",
    "#ax.set_xticks(range(0,181,20))\n",
    "#ax.set_yticks([200,800,1200])\n",
    "ax.set(xlim=(20,180),ylim=[0, 1300],yticks=[200,800,1200])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 3, 6], dtype=int32)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.cumsum([0,1,2,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 2.5))\n",
    "ax.plot(np.arange(10))\n",
    "ax.tick_params(top=True, labeltop=True, color='darkred', axis='x',\n",
    "               labelcolor='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"axis = 'x' \" 可以去掉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x250 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 2.5))\n",
    "ax.plot(np.arange(10))\n",
    "ax.tick_params(right=True, labelright=True, color='darkred', axis='y',\n",
    "               labelcolor='blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'aspect=0.5')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x250 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(ncols=3, figsize=(7, 2.5), layout='constrained')\n",
    "\n",
    "axs[0].plot(range(0,9))\n",
    "axs[0].set_title('aspect=\"auto\"')\n",
    "\n",
    "axs[1].plot(range(0,9))\n",
    "axs[1].set_aspect(3)\n",
    "axs[1].set_title('aspect=3')\n",
    "\n",
    "axs[2].plot(range(0, 9))\n",
    "axs[2].set_aspect(0.5)\n",
    "axs[2].set_title(\"aspect=0.5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 288x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(4,3),facecolor=\"lightblue\")\n",
    "ax1=fig.add_axes([0,0,0.5,0.5])\n",
    "ax2=fig.add_axes([0.6,0.6,0.5,0.5])\n",
    "ax3=fig.add_axes([0,0.6,0.5,0.5])\n",
    "ax4=fig.add_axes([0.6,0,0.5,0.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[<Axes: > <Axes: >]\n",
      " [<Axes: > <Axes: >]]\n",
      "<numpy.flatiter object at 0x269fd80>\n",
      "[[<Axes: > <Axes: >]\n",
      " [<Axes: > <Axes: >]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(nrows=2, ncols=2, layout=\"constrained\")\n",
    "print(axs)\n",
    "print(axs.flat)\n",
    "print(axs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fdc40ea4fd0>]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "设置轴的宽高比（aspect ratio）---纵横比\n",
    "\"\"\"\n",
    "\n",
    "fig,axs=plt.subplots(nrows=2,ncols=2,layout=\"constrained\")\n",
    "for i in axs.flat:\n",
    "    # axs.flat将二维数组展开成一维数组\n",
    "    i.set_aspect(0.618)\n",
    "    i.set_title(\"A\")\n",
    "# print(axs)\n",
    "axs[0,0].plot([1,2,3],[1,2,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<Axes: title={'center': 'A'}>, <Axes: title={'center': 'A'}>],\n",
       "       [<Axes: title={'center': 'A'}>, <Axes: title={'center': 'A'}>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axs=plt.subplot_mosaic([[\"upperleft\",\"upperright\"],[\"lowerleft\",\"lowerright\"]],layout=\"constrained\",figsize=(5,4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.02, 0.5, 'ylabel for subfigs[1]')"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(layout=\"constrained\")\n",
    "subfigs = fig.subfigures(1, 2, wspace=0.07, width_ratios=[2, 1.])\n",
    "\n",
    "# wspace是子图之间的宽度，width_ratios是子图的宽度比例\n",
    "\n",
    "axs0 = subfigs[0].subplots(2, 2)\n",
    "subfigs[0].set_facecolor('lightblue')\n",
    "subfigs[0].suptitle('subfigs[0]\\nLeft side')\n",
    "subfigs[0].supxlabel('xlabel for subfigs[0]')\n",
    "\n",
    "axs1 = subfigs[1].subplots(3, 1)\n",
    "subfigs[1].suptitle('subfigs[1]')\n",
    "subfigs[1].set_facecolor('red')\n",
    "subfigs[1].supylabel('ylabel for subfigs[1]')"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inner=[[\"innerA\"],[\"innerB\"]]\n",
    "outer=[[\"ul\",inner],[\"ll\",\"lr\"]]\n",
    "fig,axs=plt.subplot_mosaic(outer,layout=\"constrained\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Manually added subplots using add_gridspec')"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 396x252 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5.5, 3.5), layout=\"constrained\")\n",
    "spec = fig.add_gridspec(ncols=2, nrows=2)\n",
    "\n",
    "ax0 = fig.add_subplot(spec[0, 0])\n",
    "\n",
    "ax1 = fig.add_subplot(spec[0, 1])\n",
    "\n",
    "ax2 = fig.add_subplot(spec[1, 0])\n",
    "\n",
    "\n",
    "ax3 = fig.add_subplot(spec[1, 1])\n",
    "\n",
    "\n",
    "fig.suptitle('Manually added subplots using add_gridspec')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Manually added subplots using add_gridspec')"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 396x252 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5.5, 3.5), layout=\"constrained\")\n",
    "spec = fig.add_gridspec(ncols=2, nrows=2)\n",
    "\n",
    "ax0 = fig.add_subplot(spec[0, 0])\n",
    "\n",
    "#ax1 = fig.add_subplot(spec[0, 1])\n",
    "\n",
    "ax2 = fig.add_subplot(spec[1, 0])\n",
    "\n",
    "\n",
    "ax3 = fig.add_subplot(spec[:, 1])\n",
    "\n",
    "\n",
    "fig.suptitle('Manually added subplots using add_gridspec')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'Manually added subplots using add_gridspec')"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 396x252 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5.5, 3.5), layout=\"constrained\")\n",
    "spec = fig.add_gridspec(ncols=3, nrows=3)\n",
    "\n",
    "ax0 = fig.add_subplot(spec[0:2, :])\n",
    "\n",
    "#ax1 = fig.add_subplot(spec[0, 1])\n",
    "\n",
    "ax2 = fig.add_subplot(spec[2, 0:2])\n",
    "\n",
    "\n",
    "ax3 = fig.add_subplot(spec[2, 2])\n",
    "\n",
    "\n",
    "fig.suptitle('Manually added subplots using add_gridspec')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
